Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up - ACL Anthology

[Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up](https://aclanthology.org/2025.acl-long.955/) (Yuan et al., ACL 2025) ACL materials are Copyright © 1963–2026 ACL; other materials are copyrighted by their respective copyright holders. Materials prior to 2016 here are licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 3.0 International License. Permission is granted to make copies for the purposes of teaching and research. Materials published in or after 2016 are licensed on a Creative Commons Attribution 4.0 International License. The ACL Anthology is managed and built by the ACL Anthology team of volunteers. Site last built on 07 January 2026 at 01:10 UTC with commit ed95914.

Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up - ACL Anthology Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up Jiahao Yuan , Dehui Du , Hao Zhang , Zixiang Di , Usman Naseem Correct Metadata for Use this form to create a GitHub issue with structured data describing the correction. You will need a GitHub account. Once you create that issue, the correction will be reviewed by a staff member. ⚠️ Mobile Users: Submitting this form to create a new issue will only work with github.com, not th

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